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Drug Analyser Using Neural Networks with the Use of Transfer Learning Techniques

    Authors

    • Swaminathan A
    • Sakthivel K

    Dept. of Computer Science and Engineering, K.S.Rangasamy college of technology, Tamilnadu, India.

,

Document Type : Research Article

10.47392/irjash.2021.105
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Abstract

Resnet architecture was used to create a user-friendly drug analyser web application. This architecture is a transfer learning method that was used as a convolutional neural network in this case, and it will be trained on a collection of images that contain labels for each drug individually. The activation functions used within these neural networks are ReLU (Rectified Linear Unit) and softmax activation functions, as well as categorical cross-entropy as a loss function. Stochastic gradient descent (adam optimizer) was used to change the weights for each input on each epoch. Finally, after receiving a traditional model, it was merged with a web application API such as flask in Python. After that, the web application was deployed to cloud platforms such as Heroku.

Keywords

  • Deep learning
  • Drug prediction
  • convolutional neural networks
  • Transfer Learning Methods
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International Research Journal on Advanced Science Hub
Volume 03, Special Issue ICIES-2021 4S - Issue Serial Number 4
April 2021
Page 22-25
Files
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  • PDF 291.91 K
History
  • Receive Date: 09 February 2021
  • Revise Date: 02 March 2021
  • Accept Date: 27 March 2021
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  • Article View: 331
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APA

A, S. and K, S. (2021). Drug Analyser Using Neural Networks with the Use of Transfer Learning Techniques. International Research Journal on Advanced Science Hub, 03(Special Issue ICIES-2021 4S), 22-25. doi: 10.47392/irjash.2021.105

MLA

A, S. , and K, S. . "Drug Analyser Using Neural Networks with the Use of Transfer Learning Techniques", International Research Journal on Advanced Science Hub, 03, Special Issue ICIES-2021 4S, 2021, 22-25. doi: 10.47392/irjash.2021.105

HARVARD

A, S., K, S. (2021). 'Drug Analyser Using Neural Networks with the Use of Transfer Learning Techniques', International Research Journal on Advanced Science Hub, 03(Special Issue ICIES-2021 4S), pp. 22-25. doi: 10.47392/irjash.2021.105

CHICAGO

S. A and S. K, "Drug Analyser Using Neural Networks with the Use of Transfer Learning Techniques," International Research Journal on Advanced Science Hub, 03 Special Issue ICIES-2021 4S (2021): 22-25, doi: 10.47392/irjash.2021.105

VANCOUVER

A, S., K, S. Drug Analyser Using Neural Networks with the Use of Transfer Learning Techniques. International Research Journal on Advanced Science Hub, 2021; 03(Special Issue ICIES-2021 4S): 22-25. doi: 10.47392/irjash.2021.105

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